Student written Research Laboratory Guidebook 2025Nagaoka University of Technology

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Theory of Machine Learning Labolatory

Lecturer / KUMOI Gendo
  • Theory of Machine Learning and Its Applications
  • Data-Driven Organizational Management
  • Business Support utilizing Generative AI

Lecturer / KUMOI Gendo
Dr. Kumoi is well-versed in machine learning and statistics. In seminars, he carefully explains unclear concepts. When deciding research directions, he considers students' situations, providing thoughtful guidance.

Research Content

In this lab, our aim is to deepen understanding of machine learning theory through a mathematical background, with the goal of generating improved machine learning theories. Current research includes generating weather forecast comments using generative AI, analyzing organizations through chat app messages, and verifying the calibration error of prediction probabilities in AI models.

A laboratory logo created by generative AI

A Day in the Lab

We meet weekly to report research progress, discussing experiment results and summarizing paper content. The lab provides a conducive environment with connected PCs to large monitors and various facilities, including a refrigerator for comfort. Even on non-seminar days, we visit the lab, fostering communication, exchanging advice, and collaborating. This helps create a vibrant research atmosphere, enhancing our overall productivity and camaraderie.

Seminar

Thesis Subjects

  • No data due to the newly established laboratory

The number of
PhD Graduates

0

Major employers of Graduates

  • No data due to the newly established laboratory
Writer : Abe Noriaki, Information and Management Systems Engineering
(National institute of Technology, Tsuruoka College)